I have no idea what would be the simplest argument. I'm in the habit of milking everything I can out of a few modular considerations and symmetries, so let me proffer the following.
Assume contrariwise that $P(x)$ factors non-trivially in $\Bbb{Q}[x]$
By Gauss's lemma and friends we deduce that it then also factors in $\Bbb{Z}[x]$, and hence by reduction modulo $3$ also in $\Bbb{F}_3[x]$. But modulo three we have
$$P(x)\equiv x^8+1.$$
So if $\alpha$ is a root of $P(x)$ in some extension field $K$ of $\Bbb{F}_3$, we have
$\alpha^8=-1$, and then $\alpha^{16}=1$. As two is the only prime factor of sixteen, together these imply that $\alpha$ is a root of unity of order exactly sixteen. Applying Lagrange's theorem to the multiplicative group $K^*$ we deduce that $16\mid |K|-1$. As $16\mid 3^4-1$ but
$16\nmid 3^2-1$, we can conclude that $[K:\Bbb{F}_3]=4$. In other words, the irreducible factors of $P(x)$ in $\Bbb{F}_3[x]$ must have degree four.
The next trick is the Sophie Germain factorization
$$a^4+4=(a^4+4a^2+4)-4a^2=(a^2+2a+2)(a^2-2a+2).$$
We have $4\equiv1\pmod3$, so this gives ($a=x^2$)
$$P(x)\equiv x^8+4=(x^4+2x^2+2)(x^4+2x^2-2)=(x^4-x^2-1)(x^4+x^2-1).$$
In view of the preceding paragraph these quartic factors are irreducible in $\Bbb{F}_3[x]$.
At this point we can already conclude that the only possible factorization of $P(x)$ is into a product of two quartics, $G(x)$ and $H(x)$, such that
$$G(x)\equiv x^4-x^2-1\pmod3\qquad\text{and}\qquad H(x)\equiv x^4+x^2-1\pmod3.$$
Looking at the constant term of $P(x)=G(x)H(x)$ we conclude that the constant terms of both $G$ and $H$ must be equal to $-1$. So we can write
$$G(x)=x^4+Ax^3+Bx^2+Cx-1$$ with $A,B,C\in\Bbb{Z}.$
The first obvious symmetry $P(x)$ has is that it is palindromic (=stays the same, if you write the sequence of coefficients backwards), in other words $P(x)=x^8P(\dfrac1x)$. If $z$ is a complex root $G(x)$, then $P(z)=0$ and by the palindromic property also $P(1/z)=0$. Meaning that $1/z$ has to be a zero of either $G(x)$ or $H(x)$. But
$$0=z^{-4}G(z)=1+A(1/z)+B(1/z)^2+C(1/z)^3-(1/z)^4,$$
so the minimal polynomial of $1/z$ must be $R(x)=x^4-Cx^3-Bx^2-Ax-1$ (rescaled to be monic). If $R(x)=G(x)$ then $B=0$. This is impossible because earlier we figured out that $B\equiv-1\pmod3$. The remaining possibility is that $R(x)=H(x)$, in other words
$$H(x)=x^4-Cx^3-Bx^2-Ax-1.$$
A second symmetry we spot right away is that $P(x)$ only contains even degree terms. This implies that $P(-z)=P(z)=0$. Let's play the same game again. The number $-z$ is a root of $$G(-x)=x^4-Ax^3+Bx^2-Cx-1,$$ and because $-z$ is a root of $P(x)$ we can conclude that either I) $G(-x)=G(x)$ or II) $G(-x)=H(x)$.
I) The identity $G(-x)=G(x)$ implies that $A=C=0$, so $G(x)=x^4+Bx^2-1$ and $H(x)=x^4-Bx^2-1$, when
$$
G(x)H(x)=(x^4-1)^2-(Bx^2)^2=x^8-(2+B^2)x^4+1.
$$
Because $6=-2-B^2$ for all $B\in\Bbb{Z}$, this is impossible, so factorizations of type I) do not exist.
II) The identity $G(-x)=H(x)$ implies $B=0$ (and also $A=C$), but we earlier figured out that $B\equiv-1\pmod3$, so this is also impossible.
The conclusion is that $P(x)$ is irreducible.